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Oct-20-2023_03-24-57.log
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Fri 20 Oct 2023 03:24:57 INFO
General Hyper Parameters:
gpu_id = 0
use_gpu = True
seed = 2020
state = INFO
reproducibility = True
data_path = dataset/downstream/Pantry_mm_full
checkpoint_dir = saved
show_progress = True
save_dataset = False
dataset_save_path = None
save_dataloaders = False
dataloaders_save_path = None
log_wandb = False
Training Hyper Parameters:
epochs = 300
train_batch_size = 512
learner = adam
learning_rate = 0.001
neg_sampling = None
eval_step = 1
stopping_step = 10
clip_grad_norm = None
weight_decay = 0.0
loss_decimal_place = 4
Evaluation Hyper Parameters:
eval_args = {'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}
repeatable = True
metrics = ['HIT', 'NDCG']
topk = [10, 50]
valid_metric = NDCG@10
valid_metric_bigger = True
eval_batch_size = 1024
metric_decimal_place = 4
Dataset Hyper Parameters:
field_separator =
seq_separator =
USER_ID_FIELD = user_id
ITEM_ID_FIELD = item_id
RATING_FIELD = rating
TIME_FIELD = timestamp
seq_len = None
LABEL_FIELD = label
threshold = None
NEG_PREFIX = neg_
load_col = {'inter': ['user_id', 'item_id_list', 'item_id']}
unload_col = None
unused_col = None
additional_feat_suffix = None
rm_dup_inter = None
val_interval = None
filter_inter_by_user_or_item = True
user_inter_num_interval = [0,inf)
item_inter_num_interval = [0,inf)
alias_of_user_id = None
alias_of_item_id = ['item_id_list']
alias_of_entity_id = None
alias_of_relation_id = None
preload_weight = None
normalize_field = None
normalize_all = None
ITEM_LIST_LENGTH_FIELD = item_length
LIST_SUFFIX = _list
MAX_ITEM_LIST_LENGTH = 50
POSITION_FIELD = position_id
HEAD_ENTITY_ID_FIELD = head_id
TAIL_ENTITY_ID_FIELD = tail_id
RELATION_ID_FIELD = relation_id
ENTITY_ID_FIELD = entity_id
benchmark_filename = ['train', 'valid', 'test']
Other Hyper Parameters:
wandb_project = recbole
require_pow = False
MODEL_TYPE = ModelType.SEQUENTIAL
n_layers = 2
n_heads = 4
hidden_size = 300
inner_size = 256
hidden_dropout_prob = 0.5
attn_dropout_prob = 0.5
hidden_act = gelu
layer_norm_eps = 1e-12
initializer_range = 0.02
loss_type = CE
item_drop_ratio = 0.2
item_drop_coefficient = 0.9
lambda = 0.001
gamma = 0.0001
plm_suffix = feat1CLS
plm_suffix_aug = feat2CLS
img_suffix = feat3CLS
id_type = id
modal_type = img_text
plm_size = 512
img_size = 512
temperature = 0.07
seq_mm_fusion = add
item_mm_fusion = dynamic_shared
transform = None
train_stage = transductive_ft
log_prefix = gpu3
log_suffix =
interest_ratio = 0.5
knn_local_ratio = 0.2
MODEL_INPUT_TYPE = InputType.POINTWISE
eval_type = EvaluatorType.RANKING
device = cuda
train_neg_sample_args = {'strategy': 'none'}
eval_neg_sample_args = {'strategy': 'full', 'distribution': 'uniform'}
Fri 20 Oct 2023 03:24:59 INFO Pantry_mm_full
The number of users: 13102
Average actions of users: 8.691015952980688
The number of items: 4899
Average actions of items: 23.24642711310739
The number of inters: 113861
The sparsity of the dataset: 99.82260966283076%
Remain Fields: ['user_id', 'item_id_list', 'item_id', 'item_length']
Fri 20 Oct 2023 03:25:00 INFO [Training]: train_batch_size = [512] negative sampling: [None]
Fri 20 Oct 2023 03:25:00 INFO [Evaluation]: eval_batch_size = [1024] eval_args: [{'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}]
Fri 20 Oct 2023 03:25:02 INFO Loading from pretrained_models/MISSRec-FHCKM_mm_full-100-gamma1e-4.pth
Fri 20 Oct 2023 03:25:02 INFO Transfer [FHCKM_mm_full] -> [Pantry_mm_full
The number of users: 13102
Average actions of users: 8.691015952980688
The number of items: 4899
Average actions of items: 23.24642711310739
The number of inters: 113861
The sparsity of the dataset: 99.82260966283076%
Remain Fields: ['user_id', 'item_id_list', 'item_id', 'item_length']]
Fri 20 Oct 2023 03:25:02 INFO Fix encoder parameters.
Fri 20 Oct 2023 03:25:02 INFO MISSRec(
(item_embedding): Embedding(4899, 300, padding_idx=0)
(position_embedding): Embedding(50, 300)
(trm_model): Transformer(
(encoder): TransformerEncoder(
(layers): ModuleList(
(0): TransformerEncoderLayer(
(self_attn): MultiheadAttention(
(out_proj): NonDynamicallyQuantizableLinear(in_features=300, out_features=300, bias=True)
)
(linear1): Linear(in_features=300, out_features=256, bias=True)
(dropout): Dropout(p=0.5, inplace=False)
(linear2): Linear(in_features=256, out_features=300, bias=True)
(norm1): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(norm2): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(dropout1): Dropout(p=0.5, inplace=False)
(dropout2): Dropout(p=0.5, inplace=False)
)
)
(norm): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
)
(decoder): TransformerDecoder(
(layers): ModuleList(
(0): TransformerDecoderLayer(
(self_attn): MultiheadAttention(
(out_proj): NonDynamicallyQuantizableLinear(in_features=300, out_features=300, bias=True)
)
(multihead_attn): MultiheadAttention(
(out_proj): NonDynamicallyQuantizableLinear(in_features=300, out_features=300, bias=True)
)
(linear1): Linear(in_features=300, out_features=256, bias=True)
(dropout): Dropout(p=0.5, inplace=False)
(linear2): Linear(in_features=256, out_features=300, bias=True)
(norm1): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(norm2): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(norm3): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(dropout1): Dropout(p=0.5, inplace=False)
(dropout2): Dropout(p=0.5, inplace=False)
(dropout3): Dropout(p=0.5, inplace=False)
)
)
(norm): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
)
)
(LayerNorm): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(dropout): Dropout(p=0.5, inplace=False)
(loss_fct): CrossEntropyLoss()
(plm_embedding): Embedding(4899, 512, padding_idx=0)
(img_embedding): Embedding(4899, 512, padding_idx=0)
(text_adaptor): Linear(in_features=512, out_features=300, bias=True)
(img_adaptor): Linear(in_features=512, out_features=300, bias=True)
)
Trainable parameters: 1778101.0
Fri 20 Oct 2023 03:25:02 INFO Trainable parameters: ['fusion_factor', 'item_embedding.weight', 'LayerNorm.weight', 'LayerNorm.bias', 'text_adaptor.weight', 'text_adaptor.bias', 'img_adaptor.weight', 'img_adaptor.bias']
Fri 20 Oct 2023 03:25:04 INFO Discovering multi-modal user interest before 0-th epoch
Fri 20 Oct 2023 03:25:06 INFO Finish multi-modal interest discovery before 0-th epoch
Fri 20 Oct 2023 03:25:15 INFO epoch 0 training [time: 11.34s, train loss: 1350.5279]
Fri 20 Oct 2023 03:25:16 INFO epoch 0 evaluating [time: 1.10s, valid_score: 0.029100]
Fri 20 Oct 2023 03:25:16 INFO valid result:
hit@10 : 0.0611 hit@50 : 0.1618 ndcg@10 : 0.0291 ndcg@50 : 0.0504
Fri 20 Oct 2023 03:25:16 INFO Saving current: saved/MISSRec-Oct-20-2023_03-25-04.pth
Fri 20 Oct 2023 03:25:16 INFO Discovering multi-modal user interest before 1-th epoch
Fri 20 Oct 2023 03:25:16 INFO Finish multi-modal interest discovery before 1-th epoch
Fri 20 Oct 2023 03:25:26 INFO epoch 1 training [time: 9.30s, train loss: 1312.1532]
Fri 20 Oct 2023 03:25:27 INFO epoch 1 evaluating [time: 1.10s, valid_score: 0.031100]
Fri 20 Oct 2023 03:25:27 INFO valid result:
hit@10 : 0.0665 hit@50 : 0.1695 ndcg@10 : 0.0311 ndcg@50 : 0.0529
Fri 20 Oct 2023 03:25:27 INFO Saving current: saved/MISSRec-Oct-20-2023_03-25-04.pth
Fri 20 Oct 2023 03:25:27 INFO Discovering multi-modal user interest before 2-th epoch
Fri 20 Oct 2023 03:25:27 INFO Finish multi-modal interest discovery before 2-th epoch
Fri 20 Oct 2023 03:25:36 INFO epoch 2 training [time: 9.52s, train loss: 1296.1363]
Fri 20 Oct 2023 03:25:37 INFO epoch 2 evaluating [time: 1.07s, valid_score: 0.031800]
Fri 20 Oct 2023 03:25:37 INFO valid result:
hit@10 : 0.0669 hit@50 : 0.1718 ndcg@10 : 0.0318 ndcg@50 : 0.0541
Fri 20 Oct 2023 03:25:38 INFO Saving current: saved/MISSRec-Oct-20-2023_03-25-04.pth
Fri 20 Oct 2023 03:25:38 INFO Discovering multi-modal user interest before 3-th epoch
Fri 20 Oct 2023 03:25:38 INFO Finish multi-modal interest discovery before 3-th epoch
Fri 20 Oct 2023 03:25:47 INFO epoch 3 training [time: 9.06s, train loss: 1284.6997]
Fri 20 Oct 2023 03:25:48 INFO epoch 3 evaluating [time: 1.07s, valid_score: 0.032300]
Fri 20 Oct 2023 03:25:48 INFO valid result:
hit@10 : 0.0678 hit@50 : 0.1756 ndcg@10 : 0.0323 ndcg@50 : 0.0551
Fri 20 Oct 2023 03:25:48 INFO Saving current: saved/MISSRec-Oct-20-2023_03-25-04.pth
Fri 20 Oct 2023 03:25:48 INFO Discovering multi-modal user interest before 4-th epoch
Fri 20 Oct 2023 03:25:48 INFO Finish multi-modal interest discovery before 4-th epoch
Fri 20 Oct 2023 03:25:57 INFO epoch 4 training [time: 9.27s, train loss: 1276.1743]
Fri 20 Oct 2023 03:25:58 INFO epoch 4 evaluating [time: 1.02s, valid_score: 0.032600]
Fri 20 Oct 2023 03:25:58 INFO valid result:
hit@10 : 0.0698 hit@50 : 0.177 ndcg@10 : 0.0326 ndcg@50 : 0.0553
Fri 20 Oct 2023 03:25:59 INFO Saving current: saved/MISSRec-Oct-20-2023_03-25-04.pth
Fri 20 Oct 2023 03:25:59 INFO Discovering multi-modal user interest before 5-th epoch
Fri 20 Oct 2023 03:25:59 INFO Finish multi-modal interest discovery before 5-th epoch
Fri 20 Oct 2023 03:26:08 INFO epoch 5 training [time: 9.23s, train loss: 1269.4045]
Fri 20 Oct 2023 03:26:09 INFO epoch 5 evaluating [time: 1.04s, valid_score: 0.032900]
Fri 20 Oct 2023 03:26:09 INFO valid result:
hit@10 : 0.0701 hit@50 : 0.1767 ndcg@10 : 0.0329 ndcg@50 : 0.0555
Fri 20 Oct 2023 03:26:09 INFO Saving current: saved/MISSRec-Oct-20-2023_03-25-04.pth
Fri 20 Oct 2023 03:26:09 INFO Discovering multi-modal user interest before 6-th epoch
Fri 20 Oct 2023 03:26:09 INFO Finish multi-modal interest discovery before 6-th epoch
Fri 20 Oct 2023 03:26:19 INFO epoch 6 training [time: 9.43s, train loss: 1263.7844]
Fri 20 Oct 2023 03:26:20 INFO epoch 6 evaluating [time: 1.07s, valid_score: 0.033100]
Fri 20 Oct 2023 03:26:20 INFO valid result:
hit@10 : 0.071 hit@50 : 0.1778 ndcg@10 : 0.0331 ndcg@50 : 0.0558
Fri 20 Oct 2023 03:26:20 INFO Saving current: saved/MISSRec-Oct-20-2023_03-25-04.pth
Fri 20 Oct 2023 03:26:20 INFO Discovering multi-modal user interest before 7-th epoch
Fri 20 Oct 2023 03:26:20 INFO Finish multi-modal interest discovery before 7-th epoch
Fri 20 Oct 2023 03:26:29 INFO epoch 7 training [time: 9.41s, train loss: 1258.5331]
Fri 20 Oct 2023 03:26:30 INFO epoch 7 evaluating [time: 1.07s, valid_score: 0.032800]
Fri 20 Oct 2023 03:26:30 INFO valid result:
hit@10 : 0.0693 hit@50 : 0.177 ndcg@10 : 0.0328 ndcg@50 : 0.0558
Fri 20 Oct 2023 03:26:30 INFO Discovering multi-modal user interest before 8-th epoch
Fri 20 Oct 2023 03:26:30 INFO Finish multi-modal interest discovery before 8-th epoch
Fri 20 Oct 2023 03:26:40 INFO epoch 8 training [time: 9.46s, train loss: 1255.1094]
Fri 20 Oct 2023 03:26:41 INFO epoch 8 evaluating [time: 1.07s, valid_score: 0.033000]
Fri 20 Oct 2023 03:26:41 INFO valid result:
hit@10 : 0.0711 hit@50 : 0.1794 ndcg@10 : 0.033 ndcg@50 : 0.056
Fri 20 Oct 2023 03:26:41 INFO Discovering multi-modal user interest before 9-th epoch
Fri 20 Oct 2023 03:26:41 INFO Finish multi-modal interest discovery before 9-th epoch
Fri 20 Oct 2023 03:26:50 INFO epoch 9 training [time: 9.09s, train loss: 1250.9061]
Fri 20 Oct 2023 03:26:51 INFO epoch 9 evaluating [time: 1.03s, valid_score: 0.033500]
Fri 20 Oct 2023 03:26:51 INFO valid result:
hit@10 : 0.072 hit@50 : 0.1806 ndcg@10 : 0.0335 ndcg@50 : 0.0567
Fri 20 Oct 2023 03:26:51 INFO Saving current: saved/MISSRec-Oct-20-2023_03-25-04.pth
Fri 20 Oct 2023 03:26:51 INFO Discovering multi-modal user interest before 10-th epoch
Fri 20 Oct 2023 03:26:51 INFO Finish multi-modal interest discovery before 10-th epoch
Fri 20 Oct 2023 03:27:01 INFO epoch 10 training [time: 9.61s, train loss: 1248.7646]
Fri 20 Oct 2023 03:27:02 INFO epoch 10 evaluating [time: 1.09s, valid_score: 0.033400]
Fri 20 Oct 2023 03:27:02 INFO valid result:
hit@10 : 0.0727 hit@50 : 0.1814 ndcg@10 : 0.0334 ndcg@50 : 0.0566
Fri 20 Oct 2023 03:27:02 INFO Discovering multi-modal user interest before 11-th epoch
Fri 20 Oct 2023 03:27:02 INFO Finish multi-modal interest discovery before 11-th epoch
Fri 20 Oct 2023 03:27:12 INFO epoch 11 training [time: 9.53s, train loss: 1246.0838]
Fri 20 Oct 2023 03:27:13 INFO epoch 11 evaluating [time: 1.18s, valid_score: 0.033400]
Fri 20 Oct 2023 03:27:13 INFO valid result:
hit@10 : 0.0722 hit@50 : 0.1792 ndcg@10 : 0.0334 ndcg@50 : 0.0562
Fri 20 Oct 2023 03:27:13 INFO Discovering multi-modal user interest before 12-th epoch
Fri 20 Oct 2023 03:27:13 INFO Finish multi-modal interest discovery before 12-th epoch
Fri 20 Oct 2023 03:27:23 INFO epoch 12 training [time: 9.81s, train loss: 1244.2874]
Fri 20 Oct 2023 03:27:24 INFO epoch 12 evaluating [time: 1.08s, valid_score: 0.033400]
Fri 20 Oct 2023 03:27:24 INFO valid result:
hit@10 : 0.0727 hit@50 : 0.181 ndcg@10 : 0.0334 ndcg@50 : 0.0565
Fri 20 Oct 2023 03:27:24 INFO Discovering multi-modal user interest before 13-th epoch
Fri 20 Oct 2023 03:27:24 INFO Finish multi-modal interest discovery before 13-th epoch
Fri 20 Oct 2023 03:27:33 INFO epoch 13 training [time: 9.47s, train loss: 1242.0019]
Fri 20 Oct 2023 03:27:34 INFO epoch 13 evaluating [time: 1.06s, valid_score: 0.033800]
Fri 20 Oct 2023 03:27:34 INFO valid result:
hit@10 : 0.0737 hit@50 : 0.1798 ndcg@10 : 0.0338 ndcg@50 : 0.0565
Fri 20 Oct 2023 03:27:34 INFO Saving current: saved/MISSRec-Oct-20-2023_03-25-04.pth
Fri 20 Oct 2023 03:27:34 INFO Discovering multi-modal user interest before 14-th epoch
Fri 20 Oct 2023 03:27:34 INFO Finish multi-modal interest discovery before 14-th epoch
Fri 20 Oct 2023 03:27:44 INFO epoch 14 training [time: 9.13s, train loss: 1239.9207]
Fri 20 Oct 2023 03:27:45 INFO epoch 14 evaluating [time: 1.34s, valid_score: 0.033300]
Fri 20 Oct 2023 03:27:45 INFO valid result:
hit@10 : 0.0715 hit@50 : 0.182 ndcg@10 : 0.0333 ndcg@50 : 0.0569
Fri 20 Oct 2023 03:27:45 INFO Discovering multi-modal user interest before 15-th epoch
Fri 20 Oct 2023 03:27:45 INFO Finish multi-modal interest discovery before 15-th epoch
Fri 20 Oct 2023 03:27:54 INFO epoch 15 training [time: 9.30s, train loss: 1238.2035]
Fri 20 Oct 2023 03:27:55 INFO epoch 15 evaluating [time: 1.13s, valid_score: 0.033300]
Fri 20 Oct 2023 03:27:55 INFO valid result:
hit@10 : 0.072 hit@50 : 0.1821 ndcg@10 : 0.0333 ndcg@50 : 0.0569
Fri 20 Oct 2023 03:27:55 INFO Discovering multi-modal user interest before 16-th epoch
Fri 20 Oct 2023 03:27:55 INFO Finish multi-modal interest discovery before 16-th epoch
Fri 20 Oct 2023 03:28:05 INFO epoch 16 training [time: 9.39s, train loss: 1236.5941]
Fri 20 Oct 2023 03:28:06 INFO epoch 16 evaluating [time: 1.15s, valid_score: 0.033700]
Fri 20 Oct 2023 03:28:06 INFO valid result:
hit@10 : 0.073 hit@50 : 0.183 ndcg@10 : 0.0337 ndcg@50 : 0.0572
Fri 20 Oct 2023 03:28:06 INFO Discovering multi-modal user interest before 17-th epoch
Fri 20 Oct 2023 03:28:06 INFO Finish multi-modal interest discovery before 17-th epoch
Fri 20 Oct 2023 03:28:15 INFO epoch 17 training [time: 9.57s, train loss: 1235.2391]
Fri 20 Oct 2023 03:28:17 INFO epoch 17 evaluating [time: 1.06s, valid_score: 0.033800]
Fri 20 Oct 2023 03:28:17 INFO valid result:
hit@10 : 0.0733 hit@50 : 0.1839 ndcg@10 : 0.0338 ndcg@50 : 0.0573
Fri 20 Oct 2023 03:28:17 INFO Saving current: saved/MISSRec-Oct-20-2023_03-25-04.pth
Fri 20 Oct 2023 03:28:17 INFO Discovering multi-modal user interest before 18-th epoch
Fri 20 Oct 2023 03:28:17 INFO Finish multi-modal interest discovery before 18-th epoch
Fri 20 Oct 2023 03:28:26 INFO epoch 18 training [time: 9.66s, train loss: 1234.1923]
Fri 20 Oct 2023 03:28:28 INFO epoch 18 evaluating [time: 1.42s, valid_score: 0.033900]
Fri 20 Oct 2023 03:28:28 INFO valid result:
hit@10 : 0.0733 hit@50 : 0.1833 ndcg@10 : 0.0339 ndcg@50 : 0.0574
Fri 20 Oct 2023 03:28:28 INFO Saving current: saved/MISSRec-Oct-20-2023_03-25-04.pth
Fri 20 Oct 2023 03:28:28 INFO Discovering multi-modal user interest before 19-th epoch
Fri 20 Oct 2023 03:28:28 INFO Finish multi-modal interest discovery before 19-th epoch
Fri 20 Oct 2023 03:28:37 INFO epoch 19 training [time: 9.08s, train loss: 1232.2027]
Fri 20 Oct 2023 03:28:38 INFO epoch 19 evaluating [time: 1.07s, valid_score: 0.033900]
Fri 20 Oct 2023 03:28:38 INFO valid result:
hit@10 : 0.0737 hit@50 : 0.1834 ndcg@10 : 0.0339 ndcg@50 : 0.0572
Fri 20 Oct 2023 03:28:39 INFO Saving current: saved/MISSRec-Oct-20-2023_03-25-04.pth
Fri 20 Oct 2023 03:28:39 INFO Discovering multi-modal user interest before 20-th epoch
Fri 20 Oct 2023 03:28:39 INFO Finish multi-modal interest discovery before 20-th epoch
Fri 20 Oct 2023 03:28:48 INFO epoch 20 training [time: 9.18s, train loss: 1231.7036]
Fri 20 Oct 2023 03:28:49 INFO epoch 20 evaluating [time: 1.03s, valid_score: 0.034200]
Fri 20 Oct 2023 03:28:49 INFO valid result:
hit@10 : 0.0737 hit@50 : 0.1836 ndcg@10 : 0.0342 ndcg@50 : 0.0576
Fri 20 Oct 2023 03:28:49 INFO Saving current: saved/MISSRec-Oct-20-2023_03-25-04.pth
Fri 20 Oct 2023 03:28:49 INFO Discovering multi-modal user interest before 21-th epoch
Fri 20 Oct 2023 03:28:49 INFO Finish multi-modal interest discovery before 21-th epoch
Fri 20 Oct 2023 03:28:58 INFO epoch 21 training [time: 9.23s, train loss: 1230.1625]
Fri 20 Oct 2023 03:28:59 INFO epoch 21 evaluating [time: 1.09s, valid_score: 0.033900]
Fri 20 Oct 2023 03:28:59 INFO valid result:
hit@10 : 0.0732 hit@50 : 0.1839 ndcg@10 : 0.0339 ndcg@50 : 0.0574
Fri 20 Oct 2023 03:28:59 INFO Discovering multi-modal user interest before 22-th epoch
Fri 20 Oct 2023 03:28:59 INFO Finish multi-modal interest discovery before 22-th epoch
Fri 20 Oct 2023 03:29:09 INFO epoch 22 training [time: 9.43s, train loss: 1229.1977]
Fri 20 Oct 2023 03:29:10 INFO epoch 22 evaluating [time: 1.08s, valid_score: 0.033400]
Fri 20 Oct 2023 03:29:10 INFO valid result:
hit@10 : 0.0721 hit@50 : 0.1836 ndcg@10 : 0.0334 ndcg@50 : 0.0572
Fri 20 Oct 2023 03:29:10 INFO Discovering multi-modal user interest before 23-th epoch
Fri 20 Oct 2023 03:29:10 INFO Finish multi-modal interest discovery before 23-th epoch
Fri 20 Oct 2023 03:29:20 INFO epoch 23 training [time: 9.71s, train loss: 1228.4642]
Fri 20 Oct 2023 03:29:21 INFO epoch 23 evaluating [time: 1.12s, valid_score: 0.034100]
Fri 20 Oct 2023 03:29:21 INFO valid result:
hit@10 : 0.0732 hit@50 : 0.1834 ndcg@10 : 0.0341 ndcg@50 : 0.0576
Fri 20 Oct 2023 03:29:21 INFO Discovering multi-modal user interest before 24-th epoch
Fri 20 Oct 2023 03:29:21 INFO Finish multi-modal interest discovery before 24-th epoch
Fri 20 Oct 2023 03:29:30 INFO epoch 24 training [time: 9.15s, train loss: 1227.3830]
Fri 20 Oct 2023 03:29:31 INFO epoch 24 evaluating [time: 1.09s, valid_score: 0.034300]
Fri 20 Oct 2023 03:29:31 INFO valid result:
hit@10 : 0.0747 hit@50 : 0.1845 ndcg@10 : 0.0343 ndcg@50 : 0.0577
Fri 20 Oct 2023 03:29:31 INFO Saving current: saved/MISSRec-Oct-20-2023_03-25-04.pth
Fri 20 Oct 2023 03:29:31 INFO Discovering multi-modal user interest before 25-th epoch
Fri 20 Oct 2023 03:29:31 INFO Finish multi-modal interest discovery before 25-th epoch
Fri 20 Oct 2023 03:29:41 INFO epoch 25 training [time: 9.94s, train loss: 1226.5290]
Fri 20 Oct 2023 03:29:42 INFO epoch 25 evaluating [time: 1.03s, valid_score: 0.034300]
Fri 20 Oct 2023 03:29:42 INFO valid result:
hit@10 : 0.0745 hit@50 : 0.1862 ndcg@10 : 0.0343 ndcg@50 : 0.058
Fri 20 Oct 2023 03:29:42 INFO Saving current: saved/MISSRec-Oct-20-2023_03-25-04.pth
Fri 20 Oct 2023 03:29:42 INFO Discovering multi-modal user interest before 26-th epoch
Fri 20 Oct 2023 03:29:43 INFO Finish multi-modal interest discovery before 26-th epoch
Fri 20 Oct 2023 03:29:52 INFO epoch 26 training [time: 9.33s, train loss: 1226.0564]
Fri 20 Oct 2023 03:29:53 INFO epoch 26 evaluating [time: 1.07s, valid_score: 0.033900]
Fri 20 Oct 2023 03:29:53 INFO valid result:
hit@10 : 0.0742 hit@50 : 0.1856 ndcg@10 : 0.0339 ndcg@50 : 0.0576
Fri 20 Oct 2023 03:29:53 INFO Discovering multi-modal user interest before 27-th epoch
Fri 20 Oct 2023 03:29:53 INFO Finish multi-modal interest discovery before 27-th epoch
Fri 20 Oct 2023 03:30:02 INFO epoch 27 training [time: 8.92s, train loss: 1224.8136]
Fri 20 Oct 2023 03:30:03 INFO epoch 27 evaluating [time: 1.06s, valid_score: 0.033800]
Fri 20 Oct 2023 03:30:03 INFO valid result:
hit@10 : 0.0736 hit@50 : 0.1868 ndcg@10 : 0.0338 ndcg@50 : 0.0579
Fri 20 Oct 2023 03:30:03 INFO Discovering multi-modal user interest before 28-th epoch
Fri 20 Oct 2023 03:30:03 INFO Finish multi-modal interest discovery before 28-th epoch
Fri 20 Oct 2023 03:30:12 INFO epoch 28 training [time: 9.27s, train loss: 1223.4849]
Fri 20 Oct 2023 03:30:13 INFO epoch 28 evaluating [time: 1.21s, valid_score: 0.033900]
Fri 20 Oct 2023 03:30:13 INFO valid result:
hit@10 : 0.0737 hit@50 : 0.1853 ndcg@10 : 0.0339 ndcg@50 : 0.0578
Fri 20 Oct 2023 03:30:13 INFO Discovering multi-modal user interest before 29-th epoch
Fri 20 Oct 2023 03:30:13 INFO Finish multi-modal interest discovery before 29-th epoch
Fri 20 Oct 2023 03:30:23 INFO epoch 29 training [time: 9.62s, train loss: 1223.2970]
Fri 20 Oct 2023 03:30:24 INFO epoch 29 evaluating [time: 1.06s, valid_score: 0.034200]
Fri 20 Oct 2023 03:30:24 INFO valid result:
hit@10 : 0.075 hit@50 : 0.1864 ndcg@10 : 0.0342 ndcg@50 : 0.0579
Fri 20 Oct 2023 03:30:24 INFO Discovering multi-modal user interest before 30-th epoch
Fri 20 Oct 2023 03:30:24 INFO Finish multi-modal interest discovery before 30-th epoch
Fri 20 Oct 2023 03:30:33 INFO epoch 30 training [time: 9.09s, train loss: 1222.4447]
Fri 20 Oct 2023 03:30:34 INFO epoch 30 evaluating [time: 1.12s, valid_score: 0.034200]
Fri 20 Oct 2023 03:30:34 INFO valid result:
hit@10 : 0.0744 hit@50 : 0.1862 ndcg@10 : 0.0342 ndcg@50 : 0.0579
Fri 20 Oct 2023 03:30:34 INFO Discovering multi-modal user interest before 31-th epoch
Fri 20 Oct 2023 03:30:34 INFO Finish multi-modal interest discovery before 31-th epoch
Fri 20 Oct 2023 03:30:44 INFO epoch 31 training [time: 9.56s, train loss: 1221.4888]
Fri 20 Oct 2023 03:30:45 INFO epoch 31 evaluating [time: 1.12s, valid_score: 0.034600]
Fri 20 Oct 2023 03:30:45 INFO valid result:
hit@10 : 0.0759 hit@50 : 0.1828 ndcg@10 : 0.0346 ndcg@50 : 0.0574
Fri 20 Oct 2023 03:30:45 INFO Saving current: saved/MISSRec-Oct-20-2023_03-25-04.pth
Fri 20 Oct 2023 03:30:45 INFO Discovering multi-modal user interest before 32-th epoch
Fri 20 Oct 2023 03:30:45 INFO Finish multi-modal interest discovery before 32-th epoch
Fri 20 Oct 2023 03:30:54 INFO epoch 32 training [time: 9.15s, train loss: 1221.1250]
Fri 20 Oct 2023 03:30:55 INFO epoch 32 evaluating [time: 1.04s, valid_score: 0.034200]
Fri 20 Oct 2023 03:30:55 INFO valid result:
hit@10 : 0.0749 hit@50 : 0.1865 ndcg@10 : 0.0342 ndcg@50 : 0.058
Fri 20 Oct 2023 03:30:55 INFO Discovering multi-modal user interest before 33-th epoch
Fri 20 Oct 2023 03:30:55 INFO Finish multi-modal interest discovery before 33-th epoch
Fri 20 Oct 2023 03:31:04 INFO epoch 33 training [time: 8.78s, train loss: 1220.7960]
Fri 20 Oct 2023 03:31:05 INFO epoch 33 evaluating [time: 1.03s, valid_score: 0.034000]
Fri 20 Oct 2023 03:31:05 INFO valid result:
hit@10 : 0.0746 hit@50 : 0.1859 ndcg@10 : 0.034 ndcg@50 : 0.0577
Fri 20 Oct 2023 03:31:05 INFO Discovering multi-modal user interest before 34-th epoch
Fri 20 Oct 2023 03:31:05 INFO Finish multi-modal interest discovery before 34-th epoch
Fri 20 Oct 2023 03:31:14 INFO epoch 34 training [time: 8.92s, train loss: 1219.8141]
Fri 20 Oct 2023 03:31:15 INFO epoch 34 evaluating [time: 1.08s, valid_score: 0.034400]
Fri 20 Oct 2023 03:31:15 INFO valid result:
hit@10 : 0.076 hit@50 : 0.1866 ndcg@10 : 0.0344 ndcg@50 : 0.0579
Fri 20 Oct 2023 03:31:15 INFO Discovering multi-modal user interest before 35-th epoch
Fri 20 Oct 2023 03:31:15 INFO Finish multi-modal interest discovery before 35-th epoch
Fri 20 Oct 2023 03:31:24 INFO epoch 35 training [time: 8.76s, train loss: 1219.1109]
Fri 20 Oct 2023 03:31:25 INFO epoch 35 evaluating [time: 1.01s, valid_score: 0.033900]
Fri 20 Oct 2023 03:31:25 INFO valid result:
hit@10 : 0.0745 hit@50 : 0.1867 ndcg@10 : 0.0339 ndcg@50 : 0.0578
Fri 20 Oct 2023 03:31:25 INFO Discovering multi-modal user interest before 36-th epoch
Fri 20 Oct 2023 03:31:25 INFO Finish multi-modal interest discovery before 36-th epoch
Fri 20 Oct 2023 03:31:34 INFO epoch 36 training [time: 8.85s, train loss: 1219.0603]
Fri 20 Oct 2023 03:31:35 INFO epoch 36 evaluating [time: 1.05s, valid_score: 0.034200]
Fri 20 Oct 2023 03:31:35 INFO valid result:
hit@10 : 0.0756 hit@50 : 0.1849 ndcg@10 : 0.0342 ndcg@50 : 0.0575
Fri 20 Oct 2023 03:31:35 INFO Discovering multi-modal user interest before 37-th epoch
Fri 20 Oct 2023 03:31:35 INFO Finish multi-modal interest discovery before 37-th epoch
Fri 20 Oct 2023 03:31:44 INFO epoch 37 training [time: 9.39s, train loss: 1217.5517]
Fri 20 Oct 2023 03:31:45 INFO epoch 37 evaluating [time: 1.07s, valid_score: 0.033700]
Fri 20 Oct 2023 03:31:45 INFO valid result:
hit@10 : 0.0742 hit@50 : 0.1862 ndcg@10 : 0.0337 ndcg@50 : 0.0576
Fri 20 Oct 2023 03:31:45 INFO Discovering multi-modal user interest before 38-th epoch
Fri 20 Oct 2023 03:31:45 INFO Finish multi-modal interest discovery before 38-th epoch
Fri 20 Oct 2023 03:31:55 INFO epoch 38 training [time: 9.45s, train loss: 1217.1755]
Fri 20 Oct 2023 03:31:56 INFO epoch 38 evaluating [time: 1.16s, valid_score: 0.034100]
Fri 20 Oct 2023 03:31:56 INFO valid result:
hit@10 : 0.0756 hit@50 : 0.1852 ndcg@10 : 0.0341 ndcg@50 : 0.0575
Fri 20 Oct 2023 03:31:56 INFO Discovering multi-modal user interest before 39-th epoch
Fri 20 Oct 2023 03:31:56 INFO Finish multi-modal interest discovery before 39-th epoch
Fri 20 Oct 2023 03:32:05 INFO epoch 39 training [time: 9.30s, train loss: 1216.4900]
Fri 20 Oct 2023 03:32:06 INFO epoch 39 evaluating [time: 1.18s, valid_score: 0.034500]
Fri 20 Oct 2023 03:32:06 INFO valid result:
hit@10 : 0.0767 hit@50 : 0.1881 ndcg@10 : 0.0345 ndcg@50 : 0.0581
Fri 20 Oct 2023 03:32:06 INFO Discovering multi-modal user interest before 40-th epoch
Fri 20 Oct 2023 03:32:06 INFO Finish multi-modal interest discovery before 40-th epoch
Fri 20 Oct 2023 03:32:15 INFO epoch 40 training [time: 8.80s, train loss: 1215.7145]
Fri 20 Oct 2023 03:32:16 INFO epoch 40 evaluating [time: 1.11s, valid_score: 0.034300]
Fri 20 Oct 2023 03:32:16 INFO valid result:
hit@10 : 0.0759 hit@50 : 0.1875 ndcg@10 : 0.0343 ndcg@50 : 0.058
Fri 20 Oct 2023 03:32:16 INFO Discovering multi-modal user interest before 41-th epoch
Fri 20 Oct 2023 03:32:16 INFO Finish multi-modal interest discovery before 41-th epoch
Fri 20 Oct 2023 03:32:26 INFO epoch 41 training [time: 9.44s, train loss: 1215.7345]
Fri 20 Oct 2023 03:32:27 INFO epoch 41 evaluating [time: 1.04s, valid_score: 0.034100]
Fri 20 Oct 2023 03:32:27 INFO valid result:
hit@10 : 0.0753 hit@50 : 0.1875 ndcg@10 : 0.0341 ndcg@50 : 0.0579
Fri 20 Oct 2023 03:32:27 INFO Discovering multi-modal user interest before 42-th epoch
Fri 20 Oct 2023 03:32:27 INFO Finish multi-modal interest discovery before 42-th epoch
Fri 20 Oct 2023 03:32:36 INFO epoch 42 training [time: 8.77s, train loss: 1215.1317]
Fri 20 Oct 2023 03:32:37 INFO epoch 42 evaluating [time: 1.05s, valid_score: 0.034400]
Fri 20 Oct 2023 03:32:37 INFO valid result:
hit@10 : 0.0763 hit@50 : 0.187 ndcg@10 : 0.0344 ndcg@50 : 0.0579
Fri 20 Oct 2023 03:32:37 INFO Finished training, best eval result in epoch 31
Fri 20 Oct 2023 03:32:37 INFO Loading model structure and parameters from saved/MISSRec-Oct-20-2023_03-25-04.pth
Fri 20 Oct 2023 03:32:38 INFO best valid : OrderedDict([('hit@10', 0.0759), ('hit@50', 0.1828), ('ndcg@10', 0.0346), ('ndcg@50', 0.0574)])
Fri 20 Oct 2023 03:32:38 INFO test result: OrderedDict([('hit@10', 0.0779), ('hit@50', 0.1875), ('ndcg@10', 0.0365), ('ndcg@50', 0.0598)])
Fri 20 Oct 2023 03:32:38 INFO Write log to /data/wangjinpeng/MISSRec_clear/log/MISSRec_gpu3/Oct-20-2023_03-24-57_.log